How do you evaluate a fine-tuned model?

Evaluate fine-tuned models on a held-out test set with task-specific metrics, plus checks for capability regression on general benchmarks. For chat models, also run human evaluation or LLM-as-judge comparisons against the base model. Always compare fine-tuned versus base versus base-plus-prompt-engineering to verify that fine-tuning actually beats simpler alternatives. ---